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https://github.com/cocoa-ai/facesvisiondemo
👀 iOS11 demo application for age and gender classification of facial images.
https://github.com/cocoa-ai/facesvisiondemo
coreml coreml-models emotion-recognition facial-recognition gender-classification ios machine-learning swift swift4 vision
Last synced: about 1 month ago
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👀 iOS11 demo application for age and gender classification of facial images.
- Host: GitHub
- URL: https://github.com/cocoa-ai/facesvisiondemo
- Owner: cocoa-ai
- License: mit
- Created: 2017-06-29T21:35:51.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2019-10-08T22:23:48.000Z (about 5 years ago)
- Last Synced: 2024-10-12T14:41:00.107Z (about 1 month ago)
- Topics: coreml, coreml-models, emotion-recognition, facial-recognition, gender-classification, ios, machine-learning, swift, swift4, vision
- Language: Swift
- Homepage: https://github.com/cocoa-ai
- Size: 763 KB
- Stars: 318
- Watchers: 13
- Forks: 47
- Open Issues: 3
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Faces Vision Demo
iOS11 demo application for age and gender classification of facial images using `Vision` and `CoreML`.
## Model
This demo is based on the age, gender and emotion neural network classifiers,
which were converted from `Caffe` models to `CoreML` models using [coremltools](https://pypi.python.org/pypi/coremltools) python package.
### Age classification
- [Paper](http://www.openu.ac.il/home/hassner/projects/cnn_agegender/)
- [CoreML model](https://drive.google.com/file/d/1PLkI4Jyg086JlvTzwHHI5EbGWgJI-Atv/view?usp=sharing)
### Gender classification
- [Paper](http://www.openu.ac.il/home/hassner/projects/cnn_agegender/)
- [CoreML model](https://drive.google.com/file/d/1IxU0E1EDjuL-sbY3wd5Wh6BsXTbYTScb/view?usp=sharing)
### Emotion Recognition
- [Paper](http://www.openu.ac.il/home/hassner/projects/cnn_emotions/)
- [CoreML model](https://drive.google.com/file/d/1ElCJvnEvhtIxZkyEzVUAFPJAMgyBXo57/view?usp=sharing)
## Requirements
- Xcode 9
- iOS 11
## Installation
```sh
git clone https://github.com/cocoa-ai/FacesVisionDemo.git
cd FacesVisionDemo
pod install
open Faces.xcworkspace/
```
## Conversion
Download [Caffe model](https://drive.google.com/open?id=0BydFau0VP3XSNVYtWnNPMU1TOGM)
and [deploy.prototxt](https://drive.google.com/open?id=0BydFau0VP3XSOFp4Ri1ITzZuUkk).
Links can also be found [here](https://gist.github.com/GilLevi/54aee1b8b0397721aa4b#emotion-classification-cnn---rgb).
Move downloaded files to `Covert/EmotionClassification` folder.
```sh
cd Convert
./download.sh
python age.py
python gender.py
python emotion.py
```
Download the [Age](https://drive.google.com/file/d/0B1ghKa_MYL6mT1J3T1BEeWx4TWc/view?usp=sharing),
[Gender](https://drive.google.com/file/d/0B1ghKa_MYL6mYkNsZHlyc2ZuaFk/view?usp=sharing) and
[Emotion](https://drive.google.com/file/d/0B1ghKa_MYL6mTlYtRGdXNFlpWDQ/view?usp=sharing)
CoreML models and add the files to "Resources" folder in the project's directory.
Build the project and run it on a simulator or a device with iOS 11.
## Author
Vadym Markov, [email protected]
## Credits
- [Age and Gender Classification using Convolutional Neural Networks](http://www.openu.ac.il/home/hassner/projects/cnn_agegender/)
- [Emotion Recognition in the Wild via Convolutional Neural Networks and Mapped Binary Patterns](http://www.openu.ac.il/home/hassner/projects/cnn_emotions/)
## References
- [Caffe Model Zoo](https://github.com/caffe2/caffe2/wiki/Model-Zoo)
- [Apple Machine Learning](https://developer.apple.com/machine-learning/)
- [Vision Framework](https://developer.apple.com/documentation/vision)
- [CoreML Framework](https://developer.apple.com/documentation/coreml)
- [coremltools](https://pypi.python.org/pypi/coremltools)